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l1 regularization

87 papers

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Also known as

L1

Co-occurring keywords

feature selection (649) convex optimization (1321) sparse optimization (246) sparse learning (112) coordinate descent (147) graphical model (864) sparse regression (175) online learning (1777) high-dimensional statistics (145) sparse recovery (113)

Papers

Estimation and Selection via Absolute Penalized Convex Minimization And Its Multistage Adaptive Applications JMLR 2012
Regularized Off-Policy TD-Learning NIPS 2012
Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
Online L1-Dictionary Learning with Application to Novel Document Detection NIPS 2012
Feature Clustering for Accelerating Parallel Coordinate Descent NIPS 2012
An Improved GLMNET for L1-regularized Logistic Regression JMLR 2012
Sparse Approximate Manifolds for Differential Geometric MCMC NIPS 2012
Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization AISTATS 2011
Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NIPS 2011
Stochastic Methods for -regularized Loss Minimization JMLR 2011
The Sample Complexity of Dictionary Learning COLT 2011
Sparse recovery by thresholded non-negative least squares NIPS 2011
Accounting for network effects in neuronal responses using L1 regularized point process models NIPS 2010
The Feature Selection Path in Kernel Methods AISTATS 2010
Learning Networks of Stochastic Differential Equations NIPS 2010
Learning Exponential Families in High-Dimensions: Strong Convexity and Sparsity AISTATS 2010
A Fast Hybrid Algorithm for Large-Scale -Regularized Logistic Regression JMLR 2010
Linear Complementarity for Regularized Policy Evaluation and Improvement NIPS 2010
Fast Active-set-type Algorithms for $l1$-regularized Linear Regression AISTATS 2010
Analysis of Multi-stage Convex Relaxation for Sparse Regularization JMLR 2010
A Comparison of Optimization Methods and Software for Large-scale L1-regularized Linear Classification JMLR 2010
Multi-Stage Dantzig Selector NIPS 2010
$L_1$-Penalized Robust Estimation for a Class of Inverse Problems Arising in Multiview Geometry NIPS 2009
Dual Averaging Method for Regularized Stochastic Learning and Online Optimization NIPS 2009
Sparse and Locally Constant Gaussian Graphical Models NIPS 2009